Classification of sea-ice concentration from ship-board S-band radar images using open-source machine learning tools

Westbrook, Elizabeth; Gaube, Peter; Culhane, Emmett; Bingham, Frederick; Pacini, Astrid; Schmidgall, Carlyn; Schanze, Julian; Drushka, Kyla

doi:10.5194/gi-15-53-2026

Articles | Volume 15, issue 1

https://doi.org/10.5194/gi-15-53-2026

© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.

https://doi.org/10.5194/gi-15-53-2026

© Author(s) 2026. This work is distributed under
the Creative Commons Attribution 4.0 License.

Articles | Volume 15, issue 1

Research article

|

09 Feb 2026

Research article |

| 09 Feb 2026

Classification of sea-ice concentration from ship-board S-band radar images using open-source machine learning tools

Elizabeth Westbrook, Peter Gaube, Emmett Culhane, Frederick Bingham, Astrid Pacini, Carlyn Schmidgall, Julian Schanze, and Kyla Drushka

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Drushka, K., Westbrook, E., Bingham, F. M., Gaube, P., Dickinson, S., Fournier, S., Menezes, V., Misra, S., Pérez Valentín, J., Rainville, E. J., Schanze, J. J., Schmidgall, C., Shcherbina, A., Steele, M., Thomson, J., and Zippel, S.: Salinity and Stratification at the Sea Ice Edge (SASSIE): an oceanographic field campaign in the Beaufort Sea, Earth Syst. Sci. Data, 16, 4209–4242, https://doi.org/10.5194/essd-16-4209-2024, 2024. a, b, c, d